A method of network public opinion prediction based on the model of grey forecasting and hybrid fuzzy neural network

被引:0
|
作者
Xuegang Chen
Sheng Duan
Shanglin Li
Dong Liu
Hongbin Fan
机构
[1] XiangNan University,College of Computer and Artificial Intelligence
[2] Advanced Embedded Computing Technology and Intelligent Medical System Hunan Engineering Research Center,undefined
来源
关键词
Prediction of public opinion; Social emotion; Fuzzy neural network; Emergencies; Grey prediction model;
D O I
暂无
中图分类号
学科分类号
摘要
Unexpected events occur frequently, and network public opinion prediction is one of the important research directions. Aiming at the problem that the current network public opinion prediction models mostly take improving the accuracy of the model as a breakthrough point, and lack the problem of exploring the law of public opinion communication, the study analyzes the current micro blog emergency propagation, focusing on introducing the implicit law of emotion vector, user browsing, and emergencies. At the same time, it studies the influencing factors causing the fluctuation of micro blog transmission of emergencies and selects the grey prediction model. The defects of the model are analyzed, and it has the constant increment problem and the lack of ability to deal with interference factors, and metabolic grey prediction model is used for the prediction of micro blog emergencies. At the same time, the concept of an incremental coefficient is introduced and the hybrid fuzzy neural network is adopted, the emotional knowledge is the key factor affecting the increment of grey prediction model. Use fuzzy neural network to analyze the micro blog emotional data generation, and obtain a mixed public opinion prediction model based on fuzzy neural network and grey prediction model. In the experimental process, the performance of the optimized prediction model is compared with that of the original prediction model, and a large number of data analyses prove that the optimized prediction model is effective. The experimental results show that the optimized prediction model has higher prediction accuracy.
引用
收藏
页码:24681 / 24700
页数:19
相关论文
共 50 条
  • [1] A method of network public opinion prediction based on the model of grey forecasting and hybrid fuzzy neural network
    Chen, Xuegang
    Duan, Sheng
    Li, Shanglin
    Liu, Dong
    Fan, Hongbin
    [J]. NEURAL COMPUTING & APPLICATIONS, 2023, 35 (35): : 24681 - 24700
  • [2] Research on prediction of internet public opinion based on grey system theory and fuzzy neural network
    He, H.
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (01) : 325 - 332
  • [3] Triangular fuzzy series forecasting based on grey model and neural network
    Zeng, Xiang-yan
    Shu, Lan
    Huang, Gui-min
    Jiang, Jing
    [J]. APPLIED MATHEMATICAL MODELLING, 2016, 40 (03) : 1717 - 1727
  • [4] Stock Price Forecasting Based on BP Neural Network Model of Network Public Opinion
    Yu, Yawen
    Wang, Shanshan
    Zhang, Lijun
    [J]. 2017 2ND INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC 2017), 2017, : 1058 - 1062
  • [5] Neural network-based public opinion prediction method for microblog
    [J]. 1600, South China University of Technology (44):
  • [6] An Public Opinion Trend Prediction Method Based on Neural Network Algorithm
    Yin, Fulian
    Zhang, Beibei
    Huang, Bochen
    Zhang, Lulin
    [J]. 2017 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND APPLICATIONS (ICCIA), 2017, : 440 - 444
  • [7] Evaluation of Risk of Emergency Network Public Opinion Based on Method of Fuzzy Grey Evaluation
    Lu, Pengcheng
    Zhang, Naiping
    [J]. PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MECHATRONICS, COMPUTER AND EDUCATION INFORMATIONIZATION (MCEI 2016), 2016, 130 : 700 - 705
  • [8] A grey forecasting model based on evolving neural network
    Lu, Houqing
    Zhang, Yongli
    Li, Hongwei
    Yu, Qin
    [J]. ICIM 2006: Proceedings of the Eighth International Conference on Industrial Management, 2006, : 950 - 957
  • [9] A FCM, Grey Model, and BP Neural Network Hybrid Fashion Color Forecasting Method
    Tao, Ran
    Zhang, Jie
    Lv, Ze-Ping
    Shi, You-Qun
    Feng, Xiang-Yang
    [J]. KNOWLEDGE MANAGEMENT IN ORGANIZATIONS, KMO 2019, 2019, 1027 : 97 - 109
  • [10] Public Opinion Prediction Model of Food Safety Events Network Based on BP Neural Network
    Zheng, Chen
    Song, Yinghua
    Ma, Yaping
    [J]. 3RD ANNUAL INTERNATIONAL CONFERENCE ON CLOUD TECHNOLOGY AND COMMUNICATION ENGINEERING, 2020, 719